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<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Bioeng. Biotechnol.</journal-id>
<journal-title>Frontiers in Bioengineering and Biotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Bioeng. Biotechnol.</abbrev-journal-title>
<issn pub-type="epub">2296-4185</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1117890</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2023.1117890</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Bioengineering and Biotechnology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Comprehensive screening strategy coupled with structure-guided engineering of <sc>l</sc>-threonine aldolase from <italic>Pseudomonas putida</italic> for enhanced catalytic efficiency towards <sc>l</sc>-<italic>threo</italic>-4-methylsulfonylphenylserine</article-title>
<alt-title alt-title-type="left-running-head">Li et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fbioe.2023.1117890">10.3389/fbioe.2023.1117890</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Lihong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Rongzhen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1942677/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Yan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/868857/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Wenchi</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Lab of Brewing Microbiology and Applied Enzymology</institution>, <institution>School of Biotechnology and Key Laboratory of Industrial Biotechnology of Ministry of Education</institution>, <institution>Jiangnan University</institution>, <addr-line>Wuxi</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Solomon H. Snyder Department of Neuroscience</institution>, <institution>Johns Hopkins University School of Medicine</institution>, <addr-line>Baltimore</addr-line>, <addr-line>MD</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/674848/overview">Zhi-Qiang Liu</ext-link>, Zhejiang University of Technology, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/812143/overview">Feng Cheng</ext-link>, Zhejiang University of Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2016174/overview">Jinhui Feng</ext-link>, Tianjin Institute of Industrial Biotechnology (CAS), China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Rongzhen Zhang, <email>rzzhang@jiangnan.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Industrial Biotechnology, a section of the journal Frontiers in Bioengineering and Biotechnology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1117890</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Li, Zhang, Xu and Zhang.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Li, Zhang, Xu and Zhang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>
<sc>l</sc>-Threonine aldolases (TAs) can catalyze aldol condensation reactions to form &#x3b2;-hydroxy-&#x3b1;-amino acids, but afford unsatisfactory conversion and poor stereoselectivity at the C<sub>&#x3b2;</sub> position. In this study, a directed evolution coupling high-throughput screening method was developed to screen more efficient <sc>l</sc>-TA mutants based on their aldol condensation activity. A mutant library with over 4000&#xa0;<sc>l</sc>-TA mutants from <italic>Pseudomonas putida</italic> were obtained by random mutagenesis. About 10% of mutants retained activity toward 4-methylsulfonylbenzaldehyde, with five site mutations (A9L, Y13K, H133N, E147D, and Y312E) showing higher activity. Iterative combinatorial mutant A9V/Y13K/Y312R catalyzed <sc>l</sc>-<italic>threo</italic>-4-methylsulfonylphenylserine with a 72% conversion and 86% diastereoselectivity, representing 2.3-fold and 5.1-fold improvements relative to the wild-type. Molecular dynamics simulations illustrated that additional hydrogen bonds, water bridge force, hydrophobic interactions, and &#x3c0;-cation interactions were present in the A9V/Y13K/Y312R mutant compared with the wild-type to reshape the substrate-binding pocket, resulting in a higher conversion and C<sub>&#x3b2;</sub> stereoselectivity. This study provides a useful strategy for engineering TAs to resolve the low C<sub>&#x3b2;</sub> stereoselectivity problem and contributes to the industrial application of TAs.</p>
</abstract>
<kwd-group>
<kwd>threonine aldolases</kwd>
<kwd>
<italic>Pseudomonas putida</italic>
</kwd>
<kwd>high-throughput screening</kwd>
<kwd>structure-guided engineering</kwd>
<kwd>product enantioselectivity</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Pyridoxal-5-phosphate (PLP)-dependent threonine aldolase (TA, EC 4.1.2.5) catalyzes the reversible aldol condensation reaction of glycine and aldehydes to form &#x3b2;-hydroxy-&#x3b1;-amino acids in a single step (<xref ref-type="bibr" rid="B3">Contestabile et al., 2001</xref>; <xref ref-type="bibr" rid="B18">Lypetska et al., 2014</xref>). &#x3b2;-Hydroxy-&#x3b1;-amino acids are important chiral building blocks for the preparation of agrochemicals and pharmaceuticals bioactive products (<xref ref-type="bibr" rid="B23">Steinreiber et al., 2007</xref>; <xref ref-type="bibr" rid="B11">Hibi et al., 2015</xref>). For example, <sc>l</sc>-<italic>threo</italic>-4-methylsulfonylphenylserine (MSPS) is a key precursor for the production of antibiotics, thiamphenicol and florfenicol (<xref ref-type="bibr" rid="B26">Zhao et al., 2011</xref>), and <sc>l</sc>-<italic>threo</italic>-3,4-dihydroxyphenylserine is an anti-Parkinsonism drug approved by Food and Drug Administration (<xref ref-type="bibr" rid="B27">Zhao et al., 2021</xref>).</p>
<p>TA-mediated &#x3b2;-hydroxy-&#x3b1;-amino acids biosynthesis is regarded as a feasible alternative owing to their high stereoselectivity, uncomplicated reaction procedure and environmental friendliness. TAs consist of <sc>l</sc>-TA and <sc>d</sc>-TA based on the C<sub>&#x3b1;</sub> stereospecificity of the products (<xref ref-type="bibr" rid="B7">Fesko et al., 2015</xref>). <sc>l</sc>-TAs generate the <sc>l</sc>-<italic>threo</italic> and <sc>l</sc>-<italic>erythro</italic> products, while <sc>d</sc>-TAs form <sc>d</sc>-<italic>threo</italic> and <sc>d</sc>-<italic>erythro</italic> products (<xref ref-type="fig" rid="F1">Figure 1</xref>). Most of TAs have an excellent stereoselectivity towards C<sub>&#x3b1;</sub> but exhibit poor stereoselectivity at the C<sub>&#x3b2;</sub> (<xref ref-type="bibr" rid="B4">Duckers et al., 2010</xref>; <xref ref-type="bibr" rid="B24">Wang et al., 2021</xref>). The inadequate C<sub>&#x3b2;</sub> stereoselectivity has limited the application of TAs in industrial production (<xref ref-type="bibr" rid="B8">Fesko et al., 2018</xref>). Thus, it is urgent to develop the novel TAs with good stereoselectivity at the C<sub>&#x3b1;</sub> and C<sub>&#x3b2;</sub> simultaneously using a rapid and reliable method.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<sc>l</sc>-TA/<sc>d</sc>-TA catalyzed reaction.</p>
</caption>
<graphic xlink:href="fbioe-11-1117890-g001.tif"/>
</fig>
<p>Recently, substantial attempts have been devoted for engineering TAs to enhance the stereoselectivity at the C<sub>&#x3b2;</sub>. <xref ref-type="bibr" rid="B6">Fesko et al. (2008)</xref> labeled 4&#xa0;TAs with <sup>13</sup>C- distribution in the retro-aldol reaction and determined the formation of glycine&#x2013;PLP quinonoid complex. (<xref ref-type="bibr" rid="B17">Liu Z. C. et al., 2020</xref>) found that residues external the catalytic pocket also affected the C<sub>&#x3b2;</sub> stereoselectivity of TA from <italic>Pseudomonas</italic> sp. And <xref ref-type="bibr" rid="B2">Chen et al. (2019)</xref> developed a substrate-binding-guided mutagenesis and stepwise visual screening method to improve or invert C<sub>&#x3b2;</sub>-stereoselectivity of TA from <italic>Pseudomonas</italic> sp. All reported methods represent the methodology to improve C<sub>&#x3b2;</sub> stereoselectivity, while fundamentally resolve the &#x201c;C<sub>&#x3b2;</sub>&#x201d; problem requires more efforts.</p>
<p>Directed evolution is considered as a common means to modify the enzymes performance (<xref ref-type="bibr" rid="B1">Ali et al., 2020</xref>; <xref ref-type="bibr" rid="B20">Qu et al., 2020</xref>), such as expanding substrate spectrum (<xref ref-type="bibr" rid="B28">Zheng et al., 2017</xref>), enhancing catalytic functions (<xref ref-type="bibr" rid="B25">Wu et al., 2020</xref>), and improving stereoselectivity (<xref ref-type="bibr" rid="B13">Li et al., 2021</xref>). Site-directed saturation mutagenesis (SM) strategies are commonly used to mutate residues lining or adjacent the catalytic pocket, such as structure-based combinatorial protein engineering (<xref ref-type="bibr" rid="B24">Wang et al., 2021</xref>), combinatorial active site saturation test (<xref ref-type="bibr" rid="B21">Reetz et al., 2005</xref>) and iterative combinatorial mutagenesis (ICM) (<xref ref-type="bibr" rid="B16">Liu Y. F. et al., 2020</xref>). The directed evolution and site-mutagenesis ideally in combination might be a useful strategy for improving TAs-catalyzed reaction efficiency.</p>
<p>Moreover, traditional enzyme activity of TAs was determined according to the retro-aldol reaction (<xref ref-type="bibr" rid="B23">Steinreiber et al., 2007</xref>; <xref ref-type="bibr" rid="B9">Fesko, 2016</xref>). In this assay, threonine is transformed into glycine and acetaldehyde by TAs. Then, yeast alcohol dehydrogenase reduces acetaldehyde to ethanol and simultaneously oxidizes NADH to NAD<sup>&#x2b;</sup>, monitoring the decrease of absorbance at 340&#xa0;nm. However, in this method, retro-aldol reaction replaced aldol reaction for &#x3b2;-hydroxy-&#x3b1;-amino acids synthesis, and threonine as model substrate substituted the actually used substrate. In view of the application, the properties of variants on the product synthesis are far more relevant (<xref ref-type="bibr" rid="B10">Giger et al., 2012</xref>; <xref ref-type="bibr" rid="B15">Liu et al., 2014</xref>). Thus, TA evolution coupling with a high-throughput screening (HTS) method is required to be developed, which can monitor synthesis efficiency of &#x3b2;-hydroxy-&#x3b1;-amino acids by aldol reaction.</p>
<p>Previously, we identified an aldolase <sc>l</sc>-PpTA from <italic>Pseudomonas putida</italic> KT2440, which could synthesize <sc>l</sc>-<italic>threo</italic>-4-methylsulfonylphenylserine with glycine and 4-methylsulfonylbenzaldehyde as substrates (<xref ref-type="bibr" rid="B14">Li et al., 2019</xref>). In this work, we evolved <sc>l</sc>-PpTA to construct a high-quality library, and developed an efficient and sensitive HTS method basing visual color reaction of 2,4-dinitrophenylhydrazine (DNPH). The mutants with improved <sc>l</sc>-<italic>threo</italic>-4-methylsulfonylphenylserine biotransformation were screened basing the enzyme activity in aldol reaction direction. Then, we employed SM/ICM strategy to combine beneficial site mutations to obtain the best variant. This work will supply good protein engineering strategy for improving C<sub>&#x3b2;</sub>-stereoselectivity of TA enzymes.</p>
</sec>
<sec id="s2">
<title>Experimental sections</title>
<sec id="s2-1">
<title>Microorganisms and chemicals</title>
<p>
<italic>Escherichia coli</italic> BL21 (DE3) stored in our laboratory served as host strain. NADH, PLP and acetonitrile were purchased from Sigma-Aldrich (Shanghai, China). The PrimeSTAR DNA polymerase and restriction enzymes were purchased from Takara (Dalian, China). The ClonExpress MultiS One Step Cloning Kit was purchased from Vazyme (Nanjing, China). <sc>l</sc>-<italic>threo</italic>-4-methylsulfonylphenylserine was purchased from Baishansheng Bio-Technology Co., Ltd (Hangzhou, China). All other chemicals used were of the highest grade and commercially available.</p>
</sec>
<sec id="s2-2">
<title>Construction of recombinant strain with <sub>L</sub>-PpTA</title>
<p>The gene <italic>latE</italic> (GenBank accession no. AE015451.2) coding for <sc>l-</sc>TA from <italic>Pseudomonas putida</italic> KT2440 (<sc>l-</sc>PpTA) was chemically synthesized by Shenggong Co. Ltd. (Shanghai, China). It was cloned into the vector pET28a in <italic>E. coli</italic> BL21 (DE3). Recombinant <italic>E. coli</italic> BL21/pET28a-<sc>l-</sc>PpTA was acquired after DNA sequencing.</p>
</sec>
<sec id="s2-3">
<title>Construct mutant library by error prone PCR</title>
<p>Error-prone PCR of <sc>l-</sc>PpTA was carried out using the recombinant plasmid pET28a-<sc>l-</sc>PpTA as a template. The reaction mixture (50&#xa0;&#x3bc;l) contains reaction buffer, 2.5&#xa0;mM dNTP mixture, 100&#xa0;&#x3bc;M MnSO<sub>4</sub>, 500&#xa0;&#x3bc;M MgCl<sub>2</sub>, 0.1&#xa0;&#x3bc;M per primer pair, 10&#xa0;ng template and 1.25 U rTaq polymerase and ultra-pure water. Forward primers were 5&#x2032;- AGC&#x200b;AAA&#x200b;TGG&#x200b;GTC&#x200b;GCG&#x200b;GAT&#x200b;CCA&#x200b;TGA&#x200b;CCG&#x200b;ATA&#x200b;AAA&#x200b;GCC&#x200b;AGC&#x200b;AG-3&#x2032; and reverse primers were 5&#x2032;-GGT&#x200b;GGT&#x200b;GGT&#x200b;GGT&#x200b;GCT&#x200b;CGA&#x200b;GTT&#x200b;AGC&#x200b;CAC&#x200b;CGA&#x200b;TGA&#x200b;TG GTACG-3&#x2032;. PCR was performed at 98&#xa0;&#xb0;C for 30 s, 55&#xb0;C for 30&#xa0;s, and 72&#xb0;C for 60&#xa0;s for 34 cycles. The PCR products were cloned into the pET28a vector between <italic>Bam</italic>H I and <italic>Xho</italic> I sites using Exnase ClonExpress MultiS One Step Cloning Kit, followed by transformation into the competent cells of <italic>E. coli</italic> BL21 (DE3). The recombinant <italic>E. coli</italic> cells were cultured on LB plates added with 50&#xa0;&#x3bc;g&#x22c5;ml<sup>&#x2212;1</sup> kanamycin and incubated overnight at 37&#xb0;C to obtain the mutant library.</p>
<p>The colonies on LB plates were displaced into 96-well plates (each containing 500&#xa0;&#x3bc;l LB medium and 50&#xa0;&#x3bc;g&#x22c5;ml<sup>&#x2212;1</sup> kanamycin), and incubated at 37&#xb0;C for 3&#xa0;h. 0.1&#xa0;mM IPTG was added to induce the protein expression at 25&#xb0;C for 14&#xa0;h. The cells were collected by centrifugation with 6,000 &#xd7; g for 5&#xa0;min.</p>
</sec>
<sec id="s2-4">
<title>HTS of the mutant library by DNPH screening method</title>
<p>The enzyme assay mixture (200&#xa0;&#x3bc;l) contained 100&#xa0;mM HEPES-NaOH buffer (pH 8.0), appropriate amount of enzyme solution, 150&#xa0;&#x3bc;l of 2.5&#xa0;mM 4-methylsulfonylbenzaldehyde (MSBA) dissolved with 10% DMSO, 30&#xa0;&#x3bc;l of 25&#xa0;mM glycine and 10&#xa0;&#x3bc;l of 50&#xa0;&#x3bc;M PLP. The reaction mixture was shaken at 200&#xa0;rpm, 30&#xb0;C for 5&#xa0;min. Color reaction was carried out as follows: 10&#xa0;&#x3bc;l of the above-mentioned reaction mixture was added into 90&#xa0;&#x3bc;l of 20&#xa0;mM 2,4-dinitrophenylhydrazine (DNPH) dissolved in 10% HCl, and the reaction was performed for 1&#xa0;min to obtain the white sediment. And 100&#xa0;&#x3bc;l of 4&#xa0;M NaOH was added into the white sediment, resulting in the red-brown solution. The absorbance of the red-brown solution was determined at 470&#xa0;nm by spectrophotometer (Biotek, Vermont, United States). To achieve high detection sensitivity, the effect of incubation time (1, 2, 3, 4, 5, 10, 20 and 30&#xa0;min) and alkalis (NaOH, KOH, Na<sub>2</sub>CO<sub>3</sub>, K<sub>2</sub>CO<sub>3</sub>, Na<sub>2</sub>SO<sub>4</sub>, K<sub>2</sub>SO<sub>4</sub>, NaHCO<sub>3</sub>, and KHCO<sub>3</sub>) with different pK<sub>b</sub> values were determined.</p>
<p>The standard curve of MSBA using DNPH screening method was made with different concentrations of MSBA (0.25&#x2013;5.0&#xa0;mM) dissolved with 10% DMSO in 100&#xa0;mM HEPES-NaOH buffer (pH 8.0) at 30&#xb0;C and with a shaken at 200&#xa0;rpm for 5&#xa0;min. Then, the absorbance is determined by color reaction method.</p>
<p>The collected cells were suspended in 1&#xa0;ml of HEPES-NaOH buffer (100&#xa0;mM, pH 8.0) and screened using DNPH method. The absorbance of the red-brown solution was determined at 470&#xa0;nm by a spectrophotometer. One unit of the aldol activity (U) was defined as the amount of enzyme needed to consume 1&#xa0;&#x3bc;mol MSBA per minute. <italic>E. coli</italic> BL21/pET28a was regarded as a control.</p>
</sec>
<sec id="s2-5">
<title>Saturation mutations and combinatorial mutations</title>
<p>Five amino acid residues, A9, Y13, H133, E147, and Y312 lining the substrate-binding pocket were selected. The SM libraries of <sc>l</sc>-PpTA were constructed to encode 20 canonical amino acids using the degenerate codons NNK. The short fragments include the target mutations were amplified using the primers S-F and S-R. The long fragments were amplified using the primers L-F and primers L-R. Then, the short fragments and long fragments were connected using the ClonExpress MultiS One Step Cloning Kit through homologous recombination (<xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>). The primers used are listed in <xref ref-type="sec" rid="s10">Supplementary Table S1</xref>. The beneficial mutants were screened using the DNPH screening methods from saturation mutation library. Then the double site combined mutants (A9V/Y13K, A9V/H133N, A9V/E147D, A9V/Y312R, Y13K/H133N, Y13K/E147D, Y13K/Y312R, H133N/E147D, H133N/Y312R, and E147D/Y312R) and the triple site combined mutants (A9V/Y13K/H133N, A9V/Y13K/E147D, A9V/Y13K/Y312R, Y13K/H133N/E147D, Y13K/E147D/Y312R, and H133N/E147D/Y312R) were also constructed using the homologous recombination approach.</p>
</sec>
<sec id="s2-6">
<title>Protein expression and purification</title>
<p>The recombinant <italic>E. coli</italic> was cultured in LB medium added with 50&#xa0;&#x3bc;g&#x22c5;ml<sup>-1</sup> kanamycin at 37&#xb0;C and shaken at 200&#xa0;rpm. When the OD<sub>600</sub> value of the culture reached 0.6&#x2013;0.8, 0.1&#xa0;mM IPTG was supplemented to induce protein expression at 25&#xb0;C for 14&#xa0;h. The cells were harvested by centrifugation and suspended in buffer (20&#xa0;mM Tris&#x2013;HCl and 150&#xa0;mM NaCl, pH 8.0) and lysed by an ultrasonic oscillator (Sonic Materials Co., Piscataway, USA). The supernatant was gathered by centrifugation (12,000 &#xd7; g, 30&#xa0;min) at 4&#xb0;C.</p>
<p>The collected supernatant was loaded on a HisTrap affinity column equilibrated with buffer (20&#xa0;mM Tris&#x2013;HCl and 150&#xa0;mM NaCl, pH 8.0), and then it was eluted with buffer (20&#xa0;mM Tris&#x2013;HCl, 150&#xa0;mM NaCl, 1&#xa0;M imidazole, pH 8.0). Afterwards the pooled fractions were applied to a Resource Q column equilibrated with buffer (20&#xa0;mM Tris&#x2013;HCl, pH 8.0). Finally, the fractions were loaded on a Superdex 200 (10/300&#xa0;GL) gel column for chromatography. The purified <sc>l-</sc>PpTA was assayed by sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE).</p>
</sec>
<sec id="s2-7">
<title>Enzyme assay and kinetic determination</title>
<p>The enzyme activities in aldol reaction were measured on the basis of DNPH screening method. The kinetic parameters were measured at different glycine concentrations (2.5&#x2013;50&#xa0;mM). The <italic>K</italic>
<sub>M</sub> and <italic>k</italic>
<sub>cat</sub> values were determined by fitting the data to Michaelis&#x2212;Menten equation using GraphPad Prism for non-linear regression. Each measurement was repeated for three times.</p>
</sec>
<sec id="s2-8">
<title>Biotransformation and analytical methods</title>
<p>The asymmetric reaction was performed in 2&#xa0;mL volume consisted of 50&#xa0;mM potassium dihydrogen phosphate buffer (pH 8.0), 100&#xa0;mM MSBA, 1&#xa0;M glycine, 50&#xa0;&#x3bc;M PLP, 10% DMSO and an appropriate amount of enzyme solution. The reactions were performed at 30&#xb0;C for 8&#xa0;h with shaking at 200&#xa0;rpm. At the end of reaction, the reaction solution was boiled for 10&#xa0;min, and then it was diluted with 50&#xa0;mM potassium dihydrogen phosphate buffer (pH 8.0). The conversion and stereospecificity of product were determined by High Performance Liquid Chromatography after its derivatization with ortho-phthaldialdehyde/N-acetyl cysteine (OPA/NAC) (<xref ref-type="bibr" rid="B23">Steinreiber et al., 2007</xref>) on an achiral RP18 column (250 mm/5&#xa0;&#x3bc;m). The OPA/NAC derivative reagent was acquired by dissolving 20&#xa0;mg NAC in 4&#xa0;mL buffer (0.2&#xa0;M boric acid, pH 10.2) and then 20&#xa0;mg OPA in 1&#xa0;mL acetonitrile was added. The chromatographic analysis was carried out using Agilent 1260 high performance liquid chromatography system (Agilent Technologies Inc., Palo Alto, USA) with an UV detector at 338&#xa0;nm. The detection conditions were performed in the mobile phase: 50&#xa0;mM KH<sub>2</sub>PO<sub>4</sub>, pH 8.0/acetonitrile &#x3d; (81/19); flow rate: 0.8&#xa0;mL&#x22c5;min<sup>-1</sup>; temperature: 40&#xb0;C; run time: 30&#xa0;min.</p>
</sec>
<sec id="s2-9">
<title>Molecular docking and molecular dynamic simulations</title>
<p>
<italic>P. putida</italic> <sc>l</sc>-TA (PDB ID: 5VYE) shared the similarity of 98.26% with <sc>l-</sc>PpTA in amino acid sequence. Molecular docking of <sc>l-</sc>PpTA and its variants were built with Discovery Studio using crystal structure of <italic>P. putida</italic> <sc>l</sc>-TA (PDB ID: 5VYE) as template. The ligands were optimized and docked into <sc>l-</sc>PpTA and its variants by using flexible docking. Molecular dynamic (MD) simulations were carried out as follows: firstly, the CHARMm force field was applied to the protein, and the system was constructed in a cubic box composed of TIP3P water molecules that stretched 10&#xa0;&#xc5; away from the protein surface to create a buffer zone between them; Secondly, sodium ions as counterions were added to the system to build a neutral system; Thirdly, the step of energy minimization was carried out using the conjugate gradient algorithms; Finally, the protein-ligand complex simulations with 50 ns were carried out, gradually heat the system from 0 to 300&#xa0;K.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>Results and discussion</title>
<sec id="s3-1">
<title>Establishment of HTS method based on aldol reaction activity of <sc>l</sc>-PpTA</title>
<p>Recombinant <italic>E. coli</italic> BL21/pET28a-<sc>l-</sc>PpTA was constructed and the recombinant <sc>l</sc>-PpTA enzyme was purified. This enzyme catalyzed the transformation of substrates glycine and MSBA into MSPS owing to its aldol condensation reaction activity. MSBA is a non-natural aromatic aldehyde, whose aldehyde group can react with DNPH-zine under basic conditions to produce red-brown product DNPH-zone (<xref ref-type="fig" rid="F2">Figure 2</xref>). In the <sc>l</sc>-PpTA-catalyzed aldol reaction, four potential components, namely, MSBA, DNPH, PLP, and glycine, possibly affected the absorbance. Substrate MSBA exhibited an absorbance peak at 470&#xa0;nm, which was distinct from those of DNPH, PLP, and glycine (<xref ref-type="fig" rid="F3">Figure 3A</xref>), indicating that the DNPH screening method was feasible for MSBA determination.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>HTS colorimetric method for determining MSBA comsuption by <sc>l</sc>-PpTA.</p>
</caption>
<graphic xlink:href="fbioe-11-1117890-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(A)</bold> Absorbance spectra of MSBA, PLP, Glycine, and DNPH; <bold>(B)</bold> Red-brown color formation between different alkalis including NaOH, KOH, Na<sub>2</sub>CO<sub>3</sub>, K<sub>2</sub>CO<sub>3</sub>, Na<sub>2</sub>SO<sub>4</sub>, K<sub>2</sub>SO<sub>4</sub>, NaHCO<sub>3</sub>, and KHCO<sub>3</sub>; <bold>(C)</bold> The standard curve of MSBA determined DNPH methods at OD<sub>470</sub>.</p>
</caption>
<graphic xlink:href="fbioe-11-1117890-g003.tif"/>
</fig>
<p>The effects of incubation time and base type on the colorimetric reaction between DNPH-zine and MSBA were investigated. Incubation for 1&#xa0;min at 30&#xb0;C was sufficient to produce DNPH-zone with a distinct red-brown color. Several bases with different pK<sub>b</sub> values, including NaOH, KOH, Na<sub>2</sub>CO<sub>3</sub>, K<sub>2</sub>CO<sub>3</sub>, Na<sub>2</sub>SO<sub>4</sub>, K<sub>2</sub>SO<sub>4</sub>, NaHCO<sub>3</sub>, and KHCO<sub>3</sub>, were used as chromogenic reagents. The results showed that only NaOH produced the clear red-brown color (<xref ref-type="fig" rid="F3">Figure 3B</xref>).</p>
<p>A calibration curve and detection limit were required for quantitative determination of MSBA concentration in the DNPH screening method. As shown in (<xref ref-type="fig" rid="F3">Figure 3C</xref>), a linear relationship was observed in the MSBA concentration range of 0.25&#x2013;5.0&#xa0;mM at OD<sub>470</sub>, indicating the feasibility of the DNPH screening method for low-concentration MSBA. The color became light red-brown with an increase in MSBA concentration (<xref ref-type="fig" rid="F3">Figure 3C</xref>). These results demonstrated that the DNPH screening method was sufficiently sensitive for the quantification of MSBA in <sc>l</sc>-PpTA screening.</p>
</sec>
<sec id="s3-2">
<title>Screening five potential sites with higher aldol condensation activity using directed-evolution coupling HTS method</title>
<p>To obtain variants with improved aldol activity, a random mutagenesis library of <sc>l-</sc>PpTA containing 4280 variants was constructed by the error-prone PCR technique. Selection of the beneficial mutations was attempted using the DNPH screening method (<xref ref-type="sec" rid="s10">Supplementary Figure S2</xref>). The supernatant of most mutants showed reduced activity, with some completely losing activity. About 10% of the mutants retained aldol reaction activity with glycine and MSBA as substrates (<xref ref-type="fig" rid="F4">Figure 4</xref>). Only five variants showed higher aldol reaction activity. After DNA sequencing, mutations A9L, Y13K, H133N, E147D, and Y312E were identified, and all were expressed as soluble forms in the recombinant <italic>E. coli</italic> (<xref ref-type="sec" rid="s10">SupplementaryFigure S3</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Screening of the random mutagenesis library of <sc>l</sc>-PpTA. Red dots represent the selected mutants.</p>
</caption>
<graphic xlink:href="fbioe-11-1117890-g004.tif"/>
</fig>
<p>The structure model of <sc>l</sc>-PpTA was built based on the known crystal structure (PDB: 5VYE) and docked with product MSPS using Discovery Studio (DS) 4.1. In the modelled <sc>l</sc>-PpTA structure, residues A9, Y13, H133, E147, and Y312 were located in the catalytic pocket area (<xref ref-type="fig" rid="F5">Figure 5</xref>). The stability and affinity of protein&#x2013;product complexes were calculated using the DS binding mutation energy after the five amino acids were mutated to 19 other amino acid residues (<xref ref-type="bibr" rid="B19">Petukh et al., 2016</xref>; <xref ref-type="bibr" rid="B29">Zheng et al., 2020</xref>). Lower values indicated variants with more stable protein&#x2013;product complexes and higher affinities. The DS algorithm results indicated that Y13 and Y312 exhibited higher stability and affinity (<xref ref-type="fig" rid="F6">Figure 6</xref>). Sequence conservation analysis showed that the five residues had moderate to high conservation. H133 and E147 were the most highly conserved (<xref ref-type="fig" rid="F7">Figure 7</xref>), which might provide high evolutionary selective pressure and significantly impact protein function (<xref ref-type="bibr" rid="B2">Chen et al., 2019</xref>). Lee et al. found that mutations at conserved positions during evolution had a greater effect on enzyme functions than those at non-conserved positions (<xref ref-type="bibr" rid="B12">Lee and Goodey, 2011</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>The model structure of WT <sc>l</sc>-PpTA. The enzyme backbone is represented as a cartoon in white. The substrate binding pocket is represented as a surface. The MSPS is indicated by red sticks.</p>
</caption>
<graphic xlink:href="fbioe-11-1117890-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Virtual mutation of A9, Y13, H133, E147, and Y312 residues in <sc>l</sc>-PpTA.</p>
</caption>
<graphic xlink:href="fbioe-11-1117890-g006.tif"/>
</fig>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Conservation analysis of <sc>l</sc>-PpTA by ConSurf (<ext-link ext-link-type="uri" xlink:href="https://consurf.tau.ac.il/">https://consurf.tau.ac.il/</ext-link>). Amino acids are colored by their conservation grades. <bold>(A)</bold> Conservation of each amino acids residue in the protein sequence; <bold>(B)</bold> The protein structure of the monomer represented as a cartoon. A9, Y13, H133, E147, and Y312 are highlighted by spheres.</p>
</caption>
<graphic xlink:href="fbioe-11-1117890-g007.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>Identified beneficial mutants from saturation mutation library of five potential sites</title>
<p>To further improve the catalytic efficiency, an SM library of the five potential sites, A9, Y13, H133, E147, and Y312, was constructed. Thirteen positive variants, A9L, A9V, Y13C, Y13K, Y13Q, Y13R, H133N, H133Y, H133W, E147D, Y312R, Y312E, and Y312K, were obtained (<xref ref-type="sec" rid="s10">Supplementary Figure S4</xref>). All variants showed a certain degree of improvement of <italic>k</italic>
<sub>cat</sub>/<italic>K</italic>
<sub>M</sub> values in the aldol reaction direction. The A9V, Y13K, H133N, E147D, and Y312R mutants showed higher <italic>k</italic>
<sub>cat</sub>/<italic>K</italic>
<sub>M</sub> values compared with the WT. Among all mutations, H133N resulted in the highest <italic>k</italic>
<sub>cat</sub>/<italic>K</italic>
<sub>M</sub> value (2.4-fold higher than that of the WT (<xref ref-type="table" rid="T1">Table 1</xref>), suggesting that H133N had a favorable effect on the aldol reaction. <xref ref-type="bibr" rid="B2">Chen et al. (2019)</xref> suspected the H133 participated in regulating the C<sub>&#x3b2;</sub> stereoselectivity by adjusting protonation of the aldehyde group in the aldol reaction. <xref ref-type="bibr" rid="B22">Salvo et al. (2014)</xref> found that mutations of H126 in <italic>E. coli</italic> <sub>L</sub>-TA (corresponding to H133 in <sc>l</sc>-PpTA) had an effect on establishing or destroying the hydrogen bond between H126 and the substrate hydroxyl group. Fesko mutated H128Y in <italic>Aeromonas jandaei</italic> <sub>L</sub>-TA (corresponding to H133 in <sc>l</sc>-PpTA), which improved the conversion efficiency of <sc>l</sc>-&#x3b2;-phenylserine in the aldol addition reaction (<xref ref-type="bibr" rid="B5">Fesko, 2019</xref>). As complementary experiments, H133N and H133F enhanced activity in both the retro-aldol cleavage and aldol reaction directions. Other variants clearly decreased retro-aldol cleavage activity, but improved the aldol reaction activity (data not shown). These results suggested that the traditional activity assay corresponding to retro-aldol activity could not calibrate the aldol reaction activity for the biotransformation of &#x3b2;-hydroxy-&#x3b1;-amino acids.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Kinetic parameters of <sc>l</sc>-PpTA and its variants in aldol direction.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Enzymes</th>
<th align="center">
<italic>K</italic>
<sub>M</sub> (mM)</th>
<th align="center">
<italic>k</italic>
<sub>cat</sub> (s<sup>-1</sup>)</th>
<th align="center">
<italic>k</italic>
<sub>cat</sub>/<italic>K</italic>
<sub>M</sub> (s<sup>-1</sup> mM<sup>-1</sup>)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">WT</td>
<td align="center">17.4</td>
<td align="center">7.1</td>
<td align="char" char=".">0.41</td>
</tr>
<tr>
<td align="center">A9L</td>
<td align="center">14.6</td>
<td align="center">7.7</td>
<td align="char" char=".">0.53</td>
</tr>
<tr>
<td align="center">A9V</td>
<td align="center">13.8</td>
<td align="center">7.2</td>
<td align="char" char=".">0.52</td>
</tr>
<tr>
<td align="center">Y13C</td>
<td align="center">24.7</td>
<td align="center">13.9</td>
<td align="char" char=".">0.56</td>
</tr>
<tr>
<td align="center">Y13K</td>
<td align="center">19.6</td>
<td align="center">10.4</td>
<td align="char" char=".">0.53</td>
</tr>
<tr>
<td align="center">Y13Q</td>
<td align="center">30.8</td>
<td align="center">15.4</td>
<td align="char" char=".">0.50</td>
</tr>
<tr>
<td align="center">Y13R</td>
<td align="center">34.4</td>
<td align="center">16.8</td>
<td align="char" char=".">0.49</td>
</tr>
<tr>
<td align="center">H133N</td>
<td align="center">12.8</td>
<td align="center">12.7</td>
<td align="char" char=".">0.99</td>
</tr>
<tr>
<td align="center">H133Y</td>
<td align="center">22.6</td>
<td align="center">12.5</td>
<td align="char" char=".">0.55</td>
</tr>
<tr>
<td align="center">H133W</td>
<td align="center">12.9</td>
<td align="center">12.3</td>
<td align="char" char=".">0.95</td>
</tr>
<tr>
<td align="center">E147D</td>
<td align="center">15.1</td>
<td align="center">6.5</td>
<td align="char" char=".">0.43</td>
</tr>
<tr>
<td align="center">Y312R</td>
<td align="center">20.1</td>
<td align="center">12.2</td>
<td align="char" char=".">0.61</td>
</tr>
<tr>
<td align="center">Y312E</td>
<td align="center">25.3</td>
<td align="center">15.3</td>
<td align="char" char=".">0.60</td>
</tr>
<tr>
<td align="center">Y312K</td>
<td align="center">26.3</td>
<td align="center">11.04</td>
<td align="char" char=".">0.42</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Using WT, A9V, Y13K, H133N, E147D, and Y312R as catalysts, the MSPS conversion and diastereomeric excess (<italic>de</italic>) were measured by HPLC (<xref ref-type="table" rid="T2">Table 2</xref>, Fig. S5). Y312R exhibited the highest catalytic efficiency, affording a 58% conversion and 61% <italic>de</italic>, which were 1.8&#x2013;3.6-fold higher than those of the WT. Variants A9V and Y13K achieved a conversion of 57%&#x2013;61% and 50%&#x2013;51% <italic>de</italic> in MSPS production. H133N and E147D increased the conversion to 54% and 35%, and the <italic>de</italic> values to 47% and 52%, representing increases of 1.1&#x2013;1.7-fold and 2.8&#x2013;3.1-fold compared with the WT, respectively.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>The conversion and <italic>de</italic> value of positive variants produced in SM and ICM.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Enzymes</th>
<th align="center">Library</th>
<th align="center">
<italic>de</italic> (%)</th>
<th align="center">conv (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">WT</td>
<td align="center">&#x2014;</td>
<td align="center">17</td>
<td align="center">32</td>
</tr>
<tr>
<td align="center">A9V</td>
<td align="center">SM</td>
<td align="center">51</td>
<td align="center">57</td>
</tr>
<tr>
<td align="center">Y13K</td>
<td align="center">SM</td>
<td align="center">50</td>
<td align="center">61</td>
</tr>
<tr>
<td align="center">H133N</td>
<td align="center">SM</td>
<td align="center">47</td>
<td align="center">54</td>
</tr>
<tr>
<td align="center">E147D</td>
<td align="center">SM</td>
<td align="center">52</td>
<td align="center">35</td>
</tr>
<tr>
<td align="center">Y312R</td>
<td align="center">SM</td>
<td align="center">61</td>
<td align="center">58</td>
</tr>
<tr>
<td align="center">A9V/Y13K</td>
<td align="center">ICM</td>
<td align="center">65</td>
<td align="center">64</td>
</tr>
<tr>
<td align="center">A9V/Y312R</td>
<td align="center">ICM</td>
<td align="center">71</td>
<td align="center">59</td>
</tr>
<tr>
<td align="center">Y13K/Y312R</td>
<td align="center">ICM</td>
<td align="center">79</td>
<td align="center">61</td>
</tr>
<tr>
<td align="center">A9V/Y13K/Y312R</td>
<td align="center">ICM</td>
<td align="center">86</td>
<td align="center">72</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-4">
<title>Significantly improved catalytic efficiency of MSPS by combinatorial mutagenesis</title>
<p>To further enhance the catalytic efficiency of <sc>l</sc>-PpTA, the iterative combinatorial mutagenesis strategy was conducted on the five single mutants (A9V, Y13K, H133N, E147D, and Y312R). Three high-performing double-site combined mutants, A9V/Y13K, A9V/Y312R, and Y13K/Y312R with improved catalytic efficiency were identified (<xref ref-type="table" rid="T2">Table 2</xref>). Among them, variant Y13K/Y312R exhibited the highest catalytic efficiency, with a conversion of 61% and 79% <italic>de</italic>, representing 1.9-fold and 4.6-fold improvements, respectively. Furthermore, A9V/Y13K and A9V/Y312R catalyzed the synthesis of MSPS with conversion of 59%&#x2013;64% and <italic>de</italic> values of 65%&#x2013;71%, while the WT only afforded the product with a 32% conversion and 17% <italic>de</italic>. The other variants with double-site combined mutations, namely, A9V/H133N, A9V/E147D, Y13K/H133N, Y13K/E147D, H133N/E147D, H133N/Y312R, and E147D/Y312R improved the conversion 1.3&#x2013;1.8-fold and the <italic>de</italic> value 2.6&#x2013;3.5-fold (<xref ref-type="sec" rid="s10">Supplementary Figure S5</xref>).</p>
<p>Among the triple-site combined mutants, A9V/Y13K/Y312R achieved the highest catalytic efficiency, which converted 100&#xa0;mM MSBA and 1&#xa0;M glycine to MSPS after reacted 30&#xb0;C for 8&#xa0;h in pH 8.0 with a conversion of 72% and 86% <italic>de</italic>, (<xref ref-type="sec" rid="s10">Supplementary Figure S6</xref>), representing 2.3-fold and 5.1-fold improvements, respectively (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
<p>The combined mutants involving E147D (A9V/Y13K/E147D, Y13K/H133N/E147D, Y13K/E147D/Y312R, and H133N/E147D/Y312R) did not lead to obviously enhanced efficiency, with conversion of 51%&#x2013;58% and <italic>de</italic> values of 56%&#x2013;71%. Furthermore, combination A9V/Y13K/H133N showed a conversion of 61% and 69% <italic>de</italic>, which were 1.9-fold and 4.1-fold higher than those of the WT, respectively. Among all combinatorial mutations, A9V/Y13K/Y312R resulted in the highest values of 86% <italic>de</italic> with a 72% yield, which were also higher than previously reported results (<xref ref-type="bibr" rid="B17">Liu Z. C. et al., 2020</xref>).</p>
</sec>
<sec id="s3-5">
<title>Mechanism of improved catalytic efficiency from molecular dynamics simulations</title>
<p>To gain molecular insight into the enhanced catalytic efficiency produced by A9V/Y13K/Y312R mutations, the <sc>l</sc>-PpTA structure was modeled using the <italic>P. putida</italic> <sc>l</sc>-TA complexed structure with PLP (PDB ID: 5VYE) as a template, and product MSPS was docked into the active center of the WT and its variants. In all docked structures, a conserved H89 stack was parallel to the PLP ring, forming a &#x3c0;&#x2013;&#x3c0; interaction with cofactor PLP. The distance between H89-NE2 and the hydroxyl group of MSPS was 2.9&#x2013;3.1&#xa0;&#xc5;, which was within hydrogen-bonding distance, suggesting that H89 acted as the catalytic base to initiate the aldol reaction (<xref ref-type="bibr" rid="B24">Wang et al., 2021</xref>). The carboxylate group of MSPS formed a salt bridge with the side chains of highly conserved R177, R321, and S10 (<xref ref-type="fig" rid="F8">Figure 8</xref>; <xref ref-type="sec" rid="s10">Supplementary Figure S7</xref>) to anchor the carboxylate of MSPS and equilibrate the transient state generated during the reaction (<xref ref-type="bibr" rid="B22">Salvo et al., 2014</xref>). In the WT docking conformation, the benzene ring and sulfonyl group of MSPS were free, without direct and strong anchoring forces (<xref ref-type="fig" rid="F8">Figure 8A</xref>), while the A9V variant formed a powerful hydrophobic interaction between the methyl group of V9 and sulfonyl group of MSPS (<xref ref-type="sec" rid="s10">Supplementary Figure S8A</xref>). The Y13K mutation in the substrate binding pocket showed a shortened distance (decreased from 6.8 to 8.5&#xa0;&#xc5; to 2.8&#x2013;4.7&#xa0;&#xc5;) between its amino group and the two oxygen atoms of MSPS-RSO<sub>2</sub> (<xref ref-type="sec" rid="s10">Supplementary Figure S8B</xref>). Furthermore, the Y312R mutation resulted in a newly formed &#x3c0;-cation interaction between the guanidine group of R312 and the benzene ring of MSPS, and a salt bridge between the guanidine group of R312 and the carboxylate group of MSPS, which enhanced their attractive charge interaction and conformation stability (<xref ref-type="sec" rid="s10">Supplementary Figure S8C</xref>). In the mutant A9V/Y13K/Y312R structure model (<xref ref-type="fig" rid="F8">Figure 8B</xref>), three amino acids were adjacent to the benzene ring and sulfonyl group of the ligand. Among them, K13 and R312 were polar amino acids with big side chain, which dramatically shrank the binding-pocket and enhanced the electrostatic interactions with the ligand. Simultaneously, the mutant V9 supplemented the hydrophobic interaction with the ligand. Therefore, the binding pocket was reshaped after the mutation, which would contribute to improve the catalytic efficiency.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Flexible docking results of MSPS (cyan) in WT <bold>(A)</bold> and A9V/Y13K/Y312R <bold>(B)</bold>. Active sites and PLP are displayed in grey, the interactions are indicated by red dashes.</p>
</caption>
<graphic xlink:href="fbioe-11-1117890-g008.tif"/>
</fig>
<p>To further explore the catalytic mechanism and interactions between protein and ligand, MD simulations were conducted using the WT and A9V/Y13K/Y312R complexed with MSPS for 50 ns. The root-mean-square deviation (RMSD) showed that the C<sub>&#x3b1;</sub> and side chains had a relatively small fluctuation range, indicating that the simulation system was stable (Fig. S9). Furthermore, the RMSD of A9V/Y13K/Y312R was lower than that of the WT, suggesting that A9V/Y13K/Y312R exhibited less structural deviation than the WT during the simulation. According to the reported mechanism, the two conserved H89 and H133 residues in <sc>l</sc>-PpTA might abstract a proton from the substrate hydroxyl group to form a C&#x2013;C bond and initiate aldol reactions, providing flexibility in recognition of the C<sub>&#x3b2;</sub> configuration. The NE2<sub>H89</sub>&#x2013;O<sub>MSPS</sub> distance in the WT and A9V/Y13K/Y312R complexed with MSPS fluctuated in the range of 2.9&#x2013;5.4&#xa0;&#xc5; and 2.8&#x2013;5.1&#xa0;&#xc5;, respectively, while the ND1<sub>H133</sub>&#x2013;O<sub>MSPS</sub> distance fluctuated at a much greater length (4.1&#x2013;7.8&#xa0;&#xc5; and 3.2&#x2013;5.7&#xa0;&#xc5;, respectively) (<xref ref-type="fig" rid="F9">Figure 9</xref>). These results suggested that H89 was more likely to abstract the proton compared with H133. Furthermore, the ND1<sub>H133</sub>&#x2013;O<sub>MSPS</sub> distance in A9V/Y13K/Y312R was much shorter than that in the WT, indicating that the H133 residue in the former had a strong interaction with the MSPS oxygen atom. The interactions among residue side chains and MSPS were further monitored during the MD simulations (<xref ref-type="sec" rid="s10">Supplementary Figure S10</xref>). The A9V/Y13K/Y312R mutant exhibited a reshaped catalytic pocket, changing from a spacious catalytic pocket to a smaller and narrower pocket (<xref ref-type="fig" rid="F9">Figure 9C</xref>; <xref ref-type="fig" rid="F9">Figure 9D</xref>), which resulted in the phenyl and sulfonyl groups of MSPS being firmly anchored in the binding pocket and enhanced more interactions between enzyme and MSPS. Compared with the WT (<xref ref-type="fig" rid="F9">Figure 9E</xref>), residues V9, S10, D11, N12, K13, D93, R177, R312, and R321 showed different degrees of improvement in hydrogen bonding, hydrophobic interactions, and water bridge forces in A9V/Y13K/Y312R (<xref ref-type="fig" rid="F9">Figure 9F</xref>). Furthermore, R312 formed additional hydrogen bonds with the carboxylate groups of MSPS to form a &#x3c0;-cation interaction between the enzyme and benzene ring of MSPS (<xref ref-type="sec" rid="s10">Supplementary Figure S10B</xref>). Therefore, A9V/Y13K/Y312R conferred a higher conversion and C<sub>&#x3b2;</sub>-stereoselectivity toward MSPS compared with the WT.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Analysis of the MD simulations. Conformation distribution of <bold>(A)</bold> WT and <bold>(B)</bold> A9V/Y13K/Y312R. The active sites adjacent to the MSPS of <bold>(C)</bold> WT and <bold>(D)</bold> A9V/Y13K/Y312R. The protein is represented as a surface in gray. The active sites are represented as sticks. The ligand MSPS is indicated by sphere. Protein interactions with the MSPS of <bold>(E)</bold> WT and <bold>(F)</bold> A9V/Y13K/Y312R. The protein-ligand interactions are categorized into four types: water bridges (blue), ionic (rosy), hydrophobic (purple) and hydrogen bonds (green).</p>
</caption>
<graphic xlink:href="fbioe-11-1117890-g009.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>To improve the efficiency of the <sc>l</sc>-PpTA-catalyzed production of MSPS using directed evolution, a simple and fast HTS screening method was constructed by calibrating the aldol reaction activity to detect substrate consumption. The error PCR technique was used to construct the mutant library and a color rendering method with DNPH to screen potential mutations was explored. Five amino acids lining the catalytic pocket were found to improve catalytic efficiency in the aldol reaction direction. Structure-guided SM and ICM were used to increase the catalytic efficiency, and variant A9V/Y13K/Y312R increased the conversion and <italic>de</italic> values by about 2.3-fold and 5.1-fold compared with the WT. Molecular modeling results suggested that the additional hydrogen bonds, hydrophobic interactions, and &#x3c0;-cation interaction between A9V/Y13K/Y312R and MSPS promoted the improved conversion and stereoselectivity. This study provides a promising method for addressing the challenge of engineering TA enzymes to efficiently prepare &#x3b2;-hydroxy-&#x3b1;-amino acids with two chiral sites by monitoring the aldol condensation activity.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>LH: conducted the experiments and wrote the original draft. RZ: guided the project and edited the manuscript. WC and YX: provided advice and assistance for data analysis.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was supported by the National Key research and Development Program of China (2018YFA0900302), the National Science Foundation of China (32271487, 31970045), the National First-class Discipline Program of Light Industry Technology and Engineering (LITE 2018-12), the Program of Introducing Talents of Discipline to Universities (111-2-06).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fbioe.2023.1117890/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fbioe.2023.1117890/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<sec id="s11">
<title>Abbreviations</title>
<p>DNPH, 2,4-dinitrophenylhydrazine; HTS, high-throughput screening; ICM, iterative combinatorial mutagenesis; MSBA, 4-methylsulfonylbenzaldehyde; MSPS, l-threo-4-methylsulfonylphenylserine; PLP, pyridoxal-5-phosphate; SM, saturation mutation; TA, threonine aldolase.</p>
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